import gradio as gr
from fastai.vision.all import *

learn =  load_learner('model.pkl')
categories = ('Cockapoo', "Labradoodle")


def predict(img):
  pred, idx, probs = learn.predict(img)
  return dict(zip(categories, map(float, probs)))

iface = gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(192,192)), outputs="text")
iface.launch()